H

Hyphae

basidiocarp

Persistent memory and RAG for AI coding agents. Episodic memories with decay + durable concept graphs. MCP server + CLI. Rust.

A

Anamnesis

hyperpolymath

Conversation knowledge extraction and reconciliation for multi-LLM development workflows

A

Aikd

gelutjari

Indexed semantic & BM25 code search for AI agents. Give your AI instant memory of your codebase. Rust | MCP Server.

D

Doc Indexer

eztakesin

Local document indexer MCP server for semantic search over PDF, Excel, SQL, Markdown, and HTML files using Qdrant and Voyage AI embeddings.

N

Nexus Mind

smart-coder-labs

Open-source, self-hosted team memory for AI coding agents. Share, search, and audit project context through MCP.

M

MCP Parallax

quanticsoul4772

Parallax - an MCP server of independent correctives for a model's predictable failure modes: adversarial verification, deterministic checks (Z3/evalexpr), verified cross-session memory, cited research

M

MCP.chroma

undervolting

a mcp server for interacting with ChromaDB

R

Rusty

CaliLuke

A minimal Rust vector-memory server that works with Qdrant and Ollama.

S

Spring Ai Engineering

ayushstwt

A practical repository focused on mastering Spring AI concepts through hands-on implementations including RAG pipelines, vector search, AI agents, tool calling, memory handling, MCP servers, embedding

P

Psyxe

bjenkinsgit

Apple ecosystem MCP server for Claude Code, Cursor, and other AI assistants — Notes, Reminders, Contacts with BERT semantic search

M

MCP Wrapper Rs

woolkingx

Stable MCP supervisor proxy for stdio servers: cached discovery, unified mcp.wrapper lifecycle control, and on-demand backend processes.

L

LevitasMCP

AlexVanceCompute

A high-performance Model Context Protocol (MCP) server written in Rust that extends AI models into autonomous coding agents with semantic memory, built-in Git tools, and codebase indexers

K

Kioku

Jpgomesf

Long-term memory for coding agents over MCP: hybrid search over Markdown notes with a link graph, on PostgreSQL, Qdrant, and Ollama

I

Icm Graph Context Flow

tuantranute-it

Best Token-Efficient AI Coding Tools 2026 – Reduce Costs 90% with Local Memory & MCP

O

Okf Hub

Movida

Serveur MCP pour bases de connaissance markdown versionnées en git. Des sessions Claude isolées les lisent et y déposent des propositions ; seul le rôle gestionnaire intègre.

S

StrataKB

boudou

Layered, self-learning knowledge base for teams, served over the Model Context Protocol. PostgreSQL + pgvector hybrid search, roles, audit log, YAML layer presets.

C

Codeninja Research

muhammadumar89

CodeNinja Atoms: a sovereign AI operating system for the physical world. Open reference architectures for physical AI, with ontologies, model registers, costs and DOIs. CC BY 4.0.

E

Exphub

530653327

ExpHub is an open-source MCP server that transforms AI assistants into collaborative knowledge workers. It automatically searches past experiences, captures new solutions in structured templates, and

P

Paper Search

BlaineHeffron

MCP server for searching, indexing, and retrieving scientific papers across arXiv, INSPIRE-HEP, Semantic Scholar, OpenAlex, CrossRef, NASA ADS, Europe PMC, DOAJ, and viXra. Local hybrid search with BM

A

Athenaeum

vansweej

Local-first semantic-search MCP server over a personal CS/FP/graphics library

M

MCP Go Server Ak

Akhildas-ts

(BACKEND )An MCP-compatible vector search server built in Go, powered by Pinecone and OpenAI.

C

Cognimem Server

rendivs925

CogniMem is a local MCP server in Rust that gives coding agents a persistent cognitive memory layer.

C

Code Search

rutmir

Semantic code-search MCP server for AI coding agents: hybrid retrieval (embeddings + BM25 + reranking), tree-sitter AST chunking, 30-100x fewer tokens

H

HiveMem

visterion

Personal knowledge system — MCP server with PostgreSQL semantic search and temporal knowledge graph

M

Memory

nouscow

Cross-session persistent memory MCP server for AI assistants — local SQLite + FTS5, zero external dependencies

M

Memory Server

tokarix

Persistent semantic memory service and MCP adapter for AI agents, powered by PostgreSQL and local Ollama models.

M

Memory

pokatomnik

A simple Memory MCP server written in Rust

M

MCP Session Memory

zavora-ai

Session Memory MCP server for ADK-Rust Enterprise — typed session state, scoped memory, replay snapshots, resumable workflows

H

Hippius Mem

thenervelab

Shared, encrypted, verifiable team memory for coding agents (MCP server)

M

MCP Rag Server

vishalmysore

MCP (Model Context Protocol) Server for Retrieval Augmented Generation using Mongo and Gemini, OpenAI, with A2A support Grok

F

Falkordb

FalkorDB

Model Context Protocol (MCP) server for FalkorDB — read-only graph access for AI assistants

C

Cortex

chaturai

An MCP server to build knowledge graph of OWL ontologies

H

Halopsa

DTC-Inc

Rust MCP server for HaloPSA - ticket management, workflow actions, and semantic search via the Model Context Protocol

K

Knowledge

khuedoan

MCP server to allow agents to learn from my personal knowledge management system.

A

Antigravity Super Kit

datran93

A production-grade AI agent framework — Go MCP servers, 50+ skills, structured role workflows, and hybrid semantic search.

H

Helix Foundry

Offiziell

com.helix-db

Company context and memory for agents: typed ontology knowledge graph with cited answers